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. Author manuscript; available in PMC: 2023 Aug 1.
Published in final edited form as: IEEE Trans Pattern Anal Mach Intell. 2022 Jul 1;44(8):4267–4279. doi: 10.1109/TPAMI.2021.3065601

TABLE 3.

AUROC comparisons between different cMLP Granger causality selection penalties on simulated Lorenz-96 data as a function of the input model lag, K. Results are the mean across five initializations, with 95% confidence intervals.

Lag K 5 10 20
GROUP 88.1 ± 0.8 82.5 ± 0.3 80.5 ± 0.5
MIXED 90.1 ± 0.5 85.4 ± 0.3 83.3 ± 1.1
HIER 95.5 ± 0.2 95.4 ± 0.5 95.2 ± 0.3